MrNeRF (@janusch_patas)

2025-12-23 | โค๏ธ 30 | ๐Ÿ” 4


WorldWarp: Propagating 3D Geometry with Asynchronous Video Diffusion

Contributions:

  • WorldWarp: A novel framework for long-range novel view extrapolation that generates video chunk-by-chunk using an autoregressive inference pipeline.

  • Spatio-Temporal Diffusion (ST-Diff): A non-causal diffusion model that leverages bidirectional attention conditioned on forward-warped images as a dense geometric prior.

  • An online 3D geometric cache mechanism: Uses test-time optimized 3DGS [25] to provide high-fidelity warped priors while preventing the irreversible error propagation of static 3D representations.

  • State-of-the-art performance on challenging view extrapolation benchmarks, demonstrating significantly improved geometric consistency and image quality over existing methods.


Tags

3D GenAI AI-ML